{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Calculate Hutchinson Drought Severity Index (HDSI) with Python\n",
    "\n",
    "Drought is an insidious natural hazard that results from a deficiency of precipitation from expected or \"normal\" that, when extended over a season or longer period of time, is insufficient to meet the demands of human activities and the environment (absolutely including agriculture).\n",
    "\n",
    "There are quite a few of drought indices that can be applied for early warning systems for agricultureis (Sivakumar et al., 2010). Generally, they can be grouped in ***seven distinct categories***: precipitation-based indices; temperature-based indices; precipitation- and temperature-based indices; indices based on precipitation, temperature, and soil moisture/soil characteristics; indices based on precipitation, temperature, relative humidity, solar radiation, wind speed, and soil moisture/soil characteristics; indices based on remote sensing; and indices based on a composite approach (multiple indicators/indices).\n",
    "\n",
    "Among these agricultural drought indices, the Hutchinson Drought Index (or Drought Severity Index) is one of precipitation-based indices. The index was proposed by Professor Mike Hutchinson at the ANU in 1992, where the raw monthly rainfall totals are integrated to rolling 6-monthly totals which are then ranked into percentiles by month and this is rescaled to range between -4 and +4 in keeping with the range of the Palmer Index. To match the upper limit of mild drought [-2, -1] in palmer index, set default threshold at -1 which is at 3/8ths or the 37.5th percentile of time series at each month."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prepare data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('data/prcphq.046037.month.txt', sep=r\"\\s+\",                    \n",
    "                   skiprows=1, usecols=[1, 2], \n",
    "                   parse_dates=True,\n",
    "                   index_col = 0,\n",
    "                   names=['Date', 'Rain'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Rolling sum to 6-month  and calculate HDI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['Rain_6'] = data['Rain'].rolling(6).sum()\n",
    "df_6mon = data[['Rain_6']].dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "droughtThreshold = 0.375\n",
    "df_6mon['HDI'] = np.nan\n",
    "\n",
    "for imon in np.arange(1, 13):\n",
    "    sinds = df_6mon.index.month==imon\n",
    "    \n",
    "    x = df_6mon[sinds]       \n",
    "    y = (x.rank()-1.0)/(len(x)-1.0)\n",
    "    z = 8.0*(y-0.5)    \n",
    "    df_6mon.loc[sinds, 'HDI'] = z.values[:, 0] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rain</th>\n",
       "      <th>Rain_6</th>\n",
       "      <th>HDI</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1892-01-31</th>\n",
       "      <td>2.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-02-29</th>\n",
       "      <td>12.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-03-31</th>\n",
       "      <td>1.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-04-30</th>\n",
       "      <td>1.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-05-31</th>\n",
       "      <td>16.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-06-30</th>\n",
       "      <td>1.0</td>\n",
       "      <td>35.8</td>\n",
       "      <td>-3.394958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-07-31</th>\n",
       "      <td>11.7</td>\n",
       "      <td>45.0</td>\n",
       "      <td>-2.453782</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Rain  Rain_6       HDI\n",
       "Date                              \n",
       "1892-01-31   2.5     NaN       NaN\n",
       "1892-02-29  12.2     NaN       NaN\n",
       "1892-03-31   1.8     NaN       NaN\n",
       "1892-04-30   1.5     NaN       NaN\n",
       "1892-05-31  16.8     NaN       NaN\n",
       "1892-06-30   1.0    35.8 -3.394958\n",
       "1892-07-31  11.7    45.0 -2.453782"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['HDI'] = df_6mon['HDI']\n",
    "del df_6mon\n",
    "data.head(7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize HDI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-936, 503)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = data['HDI'].plot(figsize=(15, 7), )\n",
    "ax.axhline(1,  linestyle='--', color='g')\n",
    "ax.axhline(-1, linestyle='--', color='r')\n",
    "ax.set_title('Six-Monthly Hutchinson Drought Index', fontsize=16)\n",
    "ax.set_xlim(data.index.min(), data.index.max())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary and discussion\n",
    "\n",
    "It is quite easy and straightforward to calculate HSDI using only rainfall data to reflect agricultural droughts. However, this index may be too sensitive to minor fluctuations in rainfall to facilitate ranking of droughts. These percentiles may underestimate the durations of declared droughts, possibly because of probable historical anomalies in the declaration process.\n",
    "\n",
    "The index is good at monitoring agricultural droughts during a specific historical period (e.g., 1890-2008 in Australia). However, it is difficult to apply it for assessing droughts in the future. Although the historical thresholds could be used to identify drought events, it is hard to define their extents of Severity. Under such a case, other indices such as Standardized Precipitation Index (SPI) should be more applicable."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References\n",
    "\n",
    "Smith, D. I, Hutchinson, M. F, & McArthur, R. J. (1992) Climatic and Agricultural Drought: Payments and Policy. (Centre for Resource and Environmental Studies, Australian National University, Canberra, Australia).\n",
    "\n",
    "Hanigan, IC. 2012. The Hutchinson Drought Index Algorithm [Computer Software]. \n",
    "   https://github.com/ivanhanigan/HutchinsonDroughtIndex\n",
    "\n",
    "Sivakumar, M. V. K., Stone, R., Sentelhas, P. C., Svoboda, M.,Omondi, P., Sarkar, J., and Wardlow, B.: Agricultural Drought Indices: summary and recommendations, in: Agricultural Drought Indices, Proceedings of the WMO/UNISDR Expert Group Meeting on Agricultural Drought Indices, edited by: Sivakumar, M. V.K., Motha, R. P., Wilhite, D. A., and Wood, D. A., 2–4 June 2010,AGM-11, WMO/TD No. 1572, WAOB-2011, World Meteorological Organisation, Murcia, Spain, Geneva, Switzerland,182 pp.,2010."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
